| The Tabular Foundation Model TabPFN Outperforms Specialized Time Series Forecasting Models Based on Simple Features | Jan 6, 2025 | Feature EngineeringTime Series | CodeCode Available | 3 |
| CryptoMamba: Leveraging State Space Models for Accurate Bitcoin Price Prediction | Jan 2, 2025 | MambaState Space Models | CodeCode Available | 3 |
| ChatTS: Aligning Time Series with LLMs via Synthetic Data for Enhanced Understanding and Reasoning | Dec 4, 2024 | AttributeTime Series | CodeCode Available | 3 |
| ElasTST: Towards Robust Varied-Horizon Forecasting with Elastic Time-Series Transformer | Nov 4, 2024 | PositionTime Series | CodeCode Available | 3 |
| FilterNet: Harnessing Frequency Filters for Time Series Forecasting | Nov 3, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 3 |
| GIFT-Eval: A Benchmark For General Time Series Forecasting Model Evaluation | Oct 14, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 3 |
| MixLinear: Extreme Low Resource Multivariate Time Series Forecasting with 0.1K Parameters | Oct 2, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 3 |
| MMFNet: Multi-Scale Frequency Masking Neural Network for Multivariate Time Series Forecasting | Oct 2, 2024 | Multivariate Time Series ForecastingMultivariate Time Series Forecastingm | CodeCode Available | 3 |
| CycleNet: Enhancing Time Series Forecasting through Modeling Periodic Patterns | Sep 27, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 3 |
| The Elephant in the Room: Towards A Reliable Time-Series Anomaly Detection Benchmark | Sep 26, 2024 | Anomaly DetectionBenchmarking | CodeCode Available | 3 |